
import numpy as np
import pandas as pd
import re
from matplotlib import pyplot as plt
import seaborn as sns
import pyLDAvis
import warnings
from tqdm import tqdm
from biterm.btm import oBTM
from wordcloud import WordCloud
from sklearn.feature_extraction.text import CountVectorizer
from biterm.utility import vec_to_biterms, topic_summuary # helper functions

C:\Users\maren\Anaconda3\envs\topic_modeling\lib\site-packages\past\builtins\misc.py:45: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses
  from imp import reload


def pre_process(text):
    text = text.encode("ascii", "ignore");
    text = text.decode()
    text = text.lower()
    text = re.sub(pattern=r"\S*@\S*\s?", repl="", string=text)  # Emails
    text = re.sub(pattern=r"[0-9]", repl="", string=text)  # remove numbers
    text = re.sub(pattern=r"\n|\r", repl=" ", string=text)  # remove new line
    text = re.sub(pattern=r"\n|\r", repl=" ", string=text)  # remove new line
    text = re.sub(pattern=r"-[ ]*\b", repl="", string=text)  # correct words hyphenated in wrapping
    text = re.sub(pattern=r"\s+", repl=" ", string=text)  # remove white space
    text = re.sub(pattern=r"u[+]\w+", repl="", string=text)  # non-ascii conversions like "u+fb02"
    text = re.sub(pattern=r"u[+]\w+", repl="", string=text)  # non-ascii conversions like "u+fb02"
    text = re.sub(pattern=r"([a-z\._]+)[.](jpg|png|jpeg|pdf|gif)|([a-z\._]+)(jpg|png|jpeg|pdf|gif)|(jpg|png|jpeg|pdf|gif)",
                  repl="", string=text)  # image file extensions
    text = re.sub(pattern=r"(https?:\/\/|www.)+\S+", repl="", string=text)  # websites
    text = re.sub(pattern=r"[^A-Za-z0-9]+", repl=" ", string=text)  # removes non-english
    return text


def _wordclouds(inputs, max_words=5000):
    fig, ax = plt.subplots(1, 1, figsize=(15, 10))
    long_string = ', '.join(inputs)
    # Create a WordCloud object
    wordcloud = WordCloud(background_color="white", max_words=max_words, contour_width=3,
                          contour_color='steelblue', width=900, height=900, collocations=False)
    # Generate a word cloud
    wordcloud.generate(long_string)
    ax.imshow(wordcloud)
    ax.axis('off')
    fig.suptitle('Word Cloud', fontsize=16)
    # fig.savefig(fname=f'output/wordcloud.png')


df = pd.read_csv('data/coded_responses.csv')


df['keep'] = df['response'].apply(lambda text: True if len(text.split())>3 else False)
df


df.duplicated().any()

False


df[df.duplicated(subset='response')==True]


df.isna().any()

question         False
respondent_id    False
response         False
theme             True
keep             False
dtype: bool


texts = df[df['keep']==True]['response'].tolist()
texts = [pre_process(text) for text in texts]


len(texts)

501


with warnings.catch_warnings():
    warnings.filterwarnings("ignore")
    from imp import reload
warnings.filterwarnings('ignore')
_wordclouds(texts, max_words=200)


 # vectorize texts
# vec = CountVectorizer(stop_words='english')
vec = CountVectorizer()
X = vec.fit_transform(texts).toarray()


# get vocabulary
vocab = vec.get_feature_names_out()

# get biterms
biterms = vec_to_biterms(X)


def train(biterms, start=2, end=50):
    model_list = []
    topics_list = []
    coherence_score_list = []
    for num_topics in tqdm(range(start, end)):
        btm = oBTM(num_topics=num_topics, V=vocab)
        for i in range(0, len(biterms), 100): # prozess chunk of 200 texts
            biterms_chunk = biterms[i:i + 100]
            btm.fit(biterms_chunk, iterations=50)
        topics = btm.transform(biterms)
        res = topic_summuary(btm.phi_wz.T, X, vocab, df.shape[0])
        model_list.append(btm)
        topics_list.append(topics)
        coherence_score_list.append(np.mean(res['coherence']))
    return range(start, end), model_list, topics_list, coherence_score_list


n_range, models, topics, coherence = train(biterms)

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Topic 0 | Coherence=-286474.18 | Top words= to the price and it prices you is for not too will my be keep have your raising this now are just many me back subscription expensive much of worth money other time only anymore that increasing increase so good year need pay do we after but in customer ill new use with at as was service like going why no raised months up can enough services afford want canceling long am or consider subscriber rates greedy dont increases on checking luck increments access if seems last added fact currently used cancel month continues again come greed us once has more lost there being bill make company customers biannually profit because starting entertaining additional one stop life fees what an different ll loyalty alarming feel change moved far bye by almost where cut when options don high rate card using never charged break about others without budget save offer profiles business right every cant job charges compromised country especially face forcing iny pop keeping tried made nice choice shoves shady email into charge way really keeps trying better told few guys allowed wanted bank take credit automatically option understand hiking leave begin means wouldn climb cost issue even were cared forever makes benefit give reactivate rectifying already taking end rules due try upward unfortunately share start payment putting choose activities rising some rise upcoming go put garbage constantly get getting while nothing else billing thing needed costs losing think tight thanks everything kids fault currency damn later continually elsewhere increased location same letting date re move than higher possible making resubscribe well between decisions spend doesnt sense cheaper unable changed who inflation stupid waste longer ok these see caused addtional phone forth should upping moving return youll care offered renewing entertainment switching fuel subscriptions current off boyfriend next another any first hike hardly adding finally selection help direction system tipped scales value bit having all vs goes workable raise before lol biden increasses each its compared president isnt saving rejoin offset platform half payday rent out stepdad times bills own second declined per rather expenses tightening differences point opened improvements little down learning would success sight sick reduce delivering againlater rule days restriction maybe didnt let financially spending temporarily jacking summer awhile often continously lesser itself wait cannot rotating ridiculous euro series duplicate settled barely drain preemptively popular play stranger amounts warrant monthly horrible mistake mind huge hacked wants focused hikes family households yall hard loyal prefer repurposing quickly apps ontario piracy something continue please aren ripped risen combine been cancelling week monetary might may household resume restart looking vaccine replace whats interested pleased twice amount years policies under remarried financial divorce hackednot overpriced join prescription food death soon situation account paying recession secure scaling reside tooo users yearly easily eliminating instead holder willing platforms coming tired outside gas layoff intolerable their started future policy bf accounts benefits biggest broke billings drive absurd became both el edge blindly becoming biased earlier buggin acceptance drastically adicional away connected also college day daughter combining dad cutting competitive consolidating double constant addition agree continuous courtesy covid addresses creep amercian climbing deal city done aunt disgusts acct disgusting discontinue disappointed caring cell changes deteriorated aparently changing anyways anticonsumer annually charging allow youre emails servicio reducing reflect residence respect restrict retired retiring run seen set someone several sharing she short shouldn sign signaling significant since redo recently recent reason person personal pick places playing pls poland political politically por power pricing problem profits provider pushed quality raises reality single son expected ut town tracking two unemployed unfair unnecessary unneeded until uses virtue sorry waiting weeks went wife won wont work ya yet today throughout through things span spouse spouses squeeze states stay stealing stopped stopping sub subscribers support talk taste temporary terrible thank thats they people past passed history great hacking had hand happy havent he health her hosehold parents house how hungry husband idea im income isn issues grandkids gouging gotten got extortion extra fair fan fee

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Topic 1 | Coherence=-295523.35 | Top words= and you the price my subscription to extra for your with of charge that in is charging money increase greedy subscriptions share me are not when using sharing family increases it out no about have keep many don hikes pay people youre going has like prices paying different re will want because more bill also im too way was over better good if other years now just gonna need daughter reason kept few she raising outside past fan be thank cheaper bye news an anyways sign uses ut college worth company up idea states limit power we hike services on two its ridiculous taste disgusting extortion only where fee got dont this since so change from live use am cant but been terrible months getting service charges married already anticonsumer newest pricing addition locations high can won support keeps longer saving another moving greed upcoming how kids willing they deal back moved husband changing lack cancel selection issues problem without profiles continuous through one passed quality away something enough wife expenses stay grandkids member access even mom constant membership care cost increasing gone amount nonsense benefits times options stop hacked guys raised tracking new reality spending someone laid acceptance before gotten drastically at their deteriorated span who limited he bf hand recent talk loose places value as restrict down done agree go cut less future divorce city provider unfair tired intolerable same continue went parents users squeeze yet again house expected fixed income both consolidating memberships get addresses fair able what things yall happy long far stealing left havent courtesy off limiting great account or had garbage started profits shouldn kidding manservices market justify multiple after competitive between drive pick creep oneday opportunity sorry significant earlier stopping broke household pushed financial changes fiance due edge given every reducing owner first blindly members work respect why her living legacy last run dad really subscriber policy gas hard allow becoming son start became games residence frequent playing trying short being offer cutting subscribers absurd than taking hosehold town resume free unemployed today feet own combining budget notified emails double try thats recently poland accounts bank reflect amercian several used sub retired having ya connected personal summer take non disappointed discontinue disgusts once higher some business aparently fix caring annually bills weeks girl cannot moment gf el payment gouging signaling servicio history spouse hacking pagos joint shady isn parent single stopped por our owning should expensive phone do coming biggest virtue raises political twice ll retiring tried billings must adicional throughout acct spouses households biased activities medical horrible redo wont merge nonesence health hungry aunt pls waiting fact set politically covid original day declined climbing cell temporary person unnecessary lower seen unneeded until buggin opening time customer almost flat think card sight boyfriend loyal hardly quickly restart cared looking raise unfortunately losing cancelling canceling lost loyalty luck by upping made make makes platform break making upward platforms bit reside nothing billing us repurposing biden may caused understand maybe changed continually continously constantly return told consider lesser compromised piracy compared tooo let come letting combine life offered climb little choose choice checking resubscribe location restriction charged unable under lol biannually play continues amounts monthly rate pleased workable reduce allowed move all alarming would againlater wouldn rectifying afford much addtional recession additional point adding added needed never reactivate rather year yearly next youll please while vaccine whats replace benefit means begin vs wait rent renewing remarried wanted barely might wants awhile warrant automatically mind waste week aren mistake apps rejoin well anymore any were monetary month tipped offset half see forever forcing increased food focused secure second increasses increments financially inflation finally preemptively stranger instead fees feel stupid fault possible interested into scaling nice face success iny scales switching forth seems everything stepdad profit sick hackednot shoves others option situation help opened hiking holder soon president spend ontario settled goes huge prescription give series ill prefer starting policies overpriced sense improvements fuel system popular tightening rising direction thing
Average topic coherence for the top words is -290998.7687229066

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Topic 0 | Coherence=-266793.69 | Top words= you extra and subscription the to my that of for charging share price not using with your increase greedy pay family about charge bill money youre subscriptions because have people hikes many was so out are it sharing want services paying other im better when just prices is like if also me cheaper raising but way kept gonna reason outside keep past fan don an few years over news idea power its limit states only do disgusting extortion taste now company no different without even after ill newest cant care more hike card good too garbage compromised continues charged guys credit customers option this in automatically wanted allowed bank told issues why climb benefit how from stay grandkids profiles dont will they what first added used before rate something recent talk she one limited agree support stop their expenses longer needed service take need again parents won account put start fair charges expected things continue been forth bye between kids future yet squeeze spending away market cancel direction competitive goes tipped scales up had pick users manservices shouldn drive finally stopping got being on passed continually laid changes down reducing back sight selection blindly declined run already legacy respect members quality time cutting financial let policy didnt hosehold tracking absurd currently euro notified fees off today unemployed stranger some coming hacked play budget by personal month another customer horrible think aparently than pagos adicional servicio parent por owning should el as mom rise summer having person increases death set reside currency prefer biased rules seen unnecessary unneeded hungry holder politically yearly end caring cannot signaling allow re free going given go constantly barely focused anyways anymore girl gone any anticonsumer continously annually flat gotten give gf at current frequent aunt forever forcing fuel aren amounts awhile food games creep apps gas get getting gouging delivering great adding havent he health help her high higher addition activities addresses acct hiking accounts access acceptance courtesy history country additional has amount alarming greed amercian am almost be continuous all hackednot hacking hardly againlater half hand happy afford covid addtional hard fixed fiance fix caused come deal drastically days due cared duplicate each cancelling earlier easily edge canceling day eliminating else elsewhere daughter email combining cell emails change deteriorated combine differences climbing city choose disappointed discontinue disgusts divorce choice doesnt checking done changing decisions double changed drain can date became costs face fact biden biannually bf far fault cut consolidating fee feel constant feet benefits college begin house becoming financially biggest billing enough billings entertaining entertainment especially damn business buggin compared dad connected broke every everything break boyfriend both consider bit expensive bills cost loyal household shady since significant sign sick shoves short several situation settled series sense seems see secure single someone success starting subscriber sub stupid stopped stepdad stealing started son spouses spouse spend span sorry soon second scaling saving reflect repurposing replace rent renewing remarried rejoin reduce save redo rectifying recession recently really reality residence restart restrict restriction resubscribe resume retired retiring return ridiculous right ripped risen rising rotating rule same subscribers switching rather wants well weeks week we waste warrant waiting were wait vs virtue value vaccine ut went whats system worth youll year yall ya wouldn would workable where work wont willing wife who while uses use us there tightening tight throughout through thing these thats upward thanks thank terrible temporary temporarily taking times tired tooo town tried try trying twice two unable under understand unfair unfortunately until upcoming upping reactivate rates households location losing loose looking long lol locations ll lower living live little limiting life letting lost loyalty mistake means might merge memberships membership member medical maybe luck may married making makes make made lesser less left increments iny intolerable into interested instead inflation increasses leave increasing increased income improvements husband huge isn isnt issue itself jacking job join joint justify keeping keeps kidding lack last later layoff learning mind moment raises platforms poland point pls pleased please playing platform
Topic 1 | Coherence=-281514.24 | Top words= to and the price my subscription in will be with you back of need is we for your money have many too has this increases it different am just use don now on where months as change subscriptions that pay access me good dont canceling cancel two other time moved why want increments like checking luck already anymore cut can greed ridiculous one upcoming getting going service prices out since keep got hike month much are once live almost only an was married fee anticonsumer locations up moving been by break trying tried shady offer keeps when save due budget taking ill few cant job country come using selection at no lost husband lack changing new hikes through last so fact wife payment raised member membership benefits end ll nonsense another try or afford gone customer also used long increase high mom rate billing else saving won reality over someone costs acceptance losing times amount year divorce drastically deteriorated everything span location expensive move date rising phone rise hand he go yall increased possible bf spend get activities passed restrict expenses places changed thanks subscriber provider unable inflation life tight years currency made own caused between see far away from able upping consolidating memberships addtional addresses house household income who boyfriend both youll fixed return services having fuel sharing entertainment current because off into really tracking they left next stealing putting havent started limiting some courtesy but stop choose help longer these hacked resume people all bit willing laid before president platform oneday biden increasses gas waste earlier significant broke offset sorry each rent fiance owner second edge payday stepdad per pushed done about went would value opened continues againlater work summer households tightening learning happy rather damn her town reduce same share short son spending family frequent became financially awhile take after business free feet how emails hard mind mistake double duplicate poland thats series accounts combining wait amercian amounts rotating recently popular preemptively bank bills non disappointed combine card huge repurposing connected sub apps annually wants piracy retired financial ontario moment news single must gf cheaper virtue vaccine unfair later hacking remarried spouse replace looking joint retiring right needed might multiple our horrible may political future week monetary food instead health aunt temporary covid acct never cell recession their redo buggin switching day offered until better signaling college situation something soon merge spouses waiting opening stupid flat join platforms layoff extra prefer start again added agree euro allow fair alarming especially absurd barely allowed entertaining fan finally fault feel account face every extortion fees anyways aparently any adding even expected creep credit addition aren enough customers additional automatically adicional consider becoming delivering charge cutting direction charged charges charging differences continously didnt choice constantly city climb climbing discontinue declined decisions death deal days coming daughter company compared constant dad competitive compromised changes disgusting email continuous elsewhere begin being benefit biannually eliminating biggest el bill billings easily cost blindly currently disgusts drive drain bye down cancelling cannot continue continually care cared doesnt caring do biased youre first servicio ripped risen rule rules run scales scaling secure seems seen sense set stay settled several she should shouldn shoves sick sight sign squeeze starting resubscribe restriction restart respect pricing problem profiles profit profits put quality quickly raise raises raising rates re reactivate reason recent rectifying reducing reflect rejoin renewing reside residence states stopped fix well unneeded upward us users uses ut vs wanted warrant way weeks were stopping what whats while without wont workable worth wouldn ya yearly yet unnecessary unfortunately unemployed understand stranger subscribers success support system talk taste temporarily terrible than thank there thing things think throughout tipped tired today told tooo twice under prescription power por issues idea if im improvements increasing interested intolerable iny isn isnt issue its pop itself jacking justify keeping kept kidding kids leave legacy less lesser hungry hosehold holder history focused forcing forever forth games garbage girl give given goes gonna gotten gouging grandkids great greedy guys

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Topic 2 | Coherence=-275152.08 | Top words= price the and it is you prices for to not your too are keep me worth raising going increase no increasing charge expensive re more greedy will when much now good year up enough increases bye new this only my anymore daughter customer with at that raised thank of after time ut sign uses anyways college many have consider rates just like money can service she other long extra subscriber in but company or be options seems charges sharing high if has afford do currently again us cost there make entertaining profit starting biannually being additional terrible use alarming loyalty feel so every pricing addition last stop far way added fees what kids subscription ill profiles others fact never keeps nice choice forcing keeping iny especially face shoves business pop email deal need life greed right months reactivate makes cared rectifying means leave continuous problem issue forever understand were hiking begin wouldn give we about saving dont same ll willing services longer constant was really upward unfortunately rules come support higher on back used constantly nothing while fee ridiculous go value lost thing using gotten another who than guys fault quality paying customers want elsewhere get loose into letting less making doesnt resubscribe made well decisions tired sense continues down pay intolerable think city later better ok from should stupid start share times renewing getting great hardly adding take any unfair choose system workable putting justify offered damn creep raise kidding profits vs charging something once opportunity moving because switching continually live compared isnt don lol cannot rejoin amount half given activities hacked cant am some twice sick spending dad even point done improvements living success rule delivering little differences charged as bills why games continously offer playing residence often days becoming try maybe put restriction subscribers temporarily users went multiple without jacking drain lesser itself monthly hard loyal off warrant settled continue subscriptions barely reflect allow quickly disgusts waste moved discontinue weeks happy rising several ripped please its risen aren since girl ya focused fix under these biggest raises billings cancelling history stopped restart throughout tight interested thanks won pleased gouging whats isn declined policies overpriced eliminating tooo climbing scaling nonesence pls lower prescription caring secure easily hackednot wont medical original squeeze yet policy join huge im reduce family few acct fiance finally euro financial accounts entertainment aparently account financially apps access first acceptance fixed flat absurd food aunt anticonsumer feet fan addresses also fair already amercian amounts almost allowed all an away agree againlater extortion adicional annually expenses expected addtional everything automatically el awhile end death deteriorated didnt different direction disappointed cheaper changing disgusting changes divorce changed change cell caused climb combine combining country currency credit cut covid courtesy cutting costs day date consolidating connected compromised competitive coming care card canceling benefits edge biden biased current bf between else billing benefit before been became bank emails bill earlier cancel boyfriend by buggin budget broke break double both each drastically blindly bit drive due duplicate checking youre forth son restrict resume retired retiring return rise rotating run save scales second see seen selection series servicio set shady short shouldn sight signaling significant single situation respect reside repurposing provider play poland political politically popular por possible power preemptively prefer president pushed replace rate rather reality reason recent recently recession redo reducing remarried rent someone soon free sorry tried trying two unable unemployed unnecessary unneeded until upcoming upping vaccine virtue wait waiting wanted wants week where wife work would yall yearly years youll tracking town told sub span spend spouse spouses started states stay stealing stepdad stopping stranger summer today taking talk taste temporary thats their they things through tightening tipped platforms platform places piracy how hungry husband idea income increased increasses increments inflation instead issues job joint kept lack laid layoff learning left legacy let limit limited limiting location households household house hacking frequent fuel future garbage gas gf goes gone gonna got grandkids had hosehold hand havent having he health help her
Average topic coherence for the top words is -274486.6703957725

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Topic 0 | Coherence=-255184.41 | Top words= and to it was subscription that so have price are other keep the using better services your not you raising my people kept reason gonna youre but im prices cheaper charge is just if do pay out anymore only for dont now money bill because charging an in extra ill increase charged afford bank hike compromised card has why too after told wanted allowed option credit automatically since guys up benefit climb one like cant without down me kids selection hacked or much added putting on choose more need when made from continues business make no service should between resubscribe decisions date letting making doesnt done well change span sense been activities deteriorated enough at member us inflation into with use gone share went extortion drastically needed cost taste caused yall time customers thanks will unable havent by forth years be hardly stealing drive finally goes competitive shouldn pick charges help scales tipped creep quality market manservices direction all put oneday keeps biden sorry what lost earlier continually president rising else costs half blindly stepdad back billing changing constant really how resume expenses cutting expensive barely wife another less drain spending married stupid recent due thats increasing increased living garbage notified today rotating fees hard again job paying aren focused fix think something political disgusting want warrant por daughter cut adicional customer good signaling el pagos vaccine this virtue fair looking servicio being family temporarily often acct food household spouses limited already recession someone reducing hungry unnecessary high unneeded scaling gas month free spend became payday tried wait playing bills states agree switching history amercian hiking fiance few grandkids feet fault give fuel go gouging given gf households going having higher feel got hikes fee girl greed financial health gotten horrible hackednot hacking forever future games forcing had holder hosehold hand great happy greedy get flat fixed getting he her first financially house frequent current far broke before begin benefits bf biannually biased biggest billings bit both boyfriend break budget awhile buggin bye can cancel canceling cancelling cannot care cared caring cell changed becoming away checking alarming about absurd acceptance access account accounts adding addition additional addresses addtional againlater allow aunt almost also am amount amounts annually anticonsumer any anyways aparently apps as changes choice fan elsewhere different disappointed discontinue disgusts divorce don double duplicate each easily edge eliminating email didnt emails end entertaining entertainment especially euro even every everything expected face fact differences delivering city continously climbing college combine combining come coming company compared connected consider consolidating constantly continue declined continuous country courtesy covid currency currently dad damn day days deal death huge loyal husband rates sign sight sick shoves short she sharing shady several settled set series seen seems see significant single situation stay subscriber sub stranger stopping stopped stop starting some started start squeeze spouse soon son secure second saving reflect repurposing replace rent renewing remarried rejoin reduce residence redo rectifying recently reality reactivate re reside respect save ripped same run rules rule risen rise right restart ridiculous return retiring retired restriction restrict subscribers subscriptions success waiting weeks week we way waste wants vs whats value ut uses users used upward were where upcoming would youll yet yearly year ya wouldn worth while workable work wont won willing who upping until summer than thing they these there their thank terrible through temporary talk taking take system support things throughout unfortunately trying unfair unemployed understand under two twice try tight tracking town tooo tired times tightening rather rate idea raises may many makes luck loyalty lower losing loose longer long lol locations location ll live maybe means medical moment moving moved move months monthly monetary mom members mistake mind might merge memberships membership little limiting limit intolerable its issues issue isnt isn iny interested jacking instead increments increasses increases income improvements itself join life layoff let lesser legacy left leave learning later joint last laid lack kidding keeping justify multiple must never please policy policies poland point pls pleased play pop
Topic 1 | Coherence=-279323.22 | Top words= for price and the you is prices to it your not too me worth are going raising increase keep my no expensive charge increasing now year greedy just good much up many re when service in of after pay long customer thank extra like sign college daughter will ut anyways uses she increases sharing new subscriber rates this bye subscription anymore with raised people be only charges have or options enough seems stop company we has far am time currently last that but other so additional biannually starting at entertaining profit more life terrible getting consider want keeps loyalty alarming feel profiles as high months do addition pricing fees on lost even there way out about been others customers ill every use willing added its they money iny shoves ridiculous nice forcing choice face especially keeping pop don times subscriptions go rate make through services something garbage how rules amount unfortunately care support nonsense upward access from used was higher benefits guys because can nothing changing spending gotten than who continue tracking their continues cancel thing damn same fault everything hand hikes really constant cheaper charging right think provider selection quality ok into squeeze income cost already fixed better possible without happy wife renewing bills while great budget recent yet constantly put limiting else courtesy paying started made household trying kidding raise lack later vs workable system switching profits left job increasses never phone each offset compared these stupid adding activities fair offer fiance given success longer members respect fee try divorce reduce gone any legacy improvements isnt take differences run rule twice restriction boyfriend offered some maybe elsewhere continously becoming thanks consolidating euro monthly lesser declined reflect itself mind talk annually wants if became non users membership rising summer please yall ya girl connected got retired often whats moving tired currency pleased gouging policies single isn replace eliminating wont lower cell hackednot medical pls easily nonesence yearly secure health resume climbing prescription overpriced original prefer lol hacked tight waste deal increased letting loose second another extortion away give automatically absurd anticonsumer fact fan aparently family aunt apps aren free an acceptance games first fix future fuel again flat afford focused food frequent addresses adicional forever addtional forth financially agree gf financial account get amounts amercian feet few accounts finally also almost allowed allow gas acct all againlater coming expenses cutting caused date day days caring cared card cant death decisions delivering deteriorated didnt cannot different cancelling canceling direction by dad cut expected change combining competitive compromised combine climb city choose continually checking continuous costs country charged covid credit creep changes changed current business buggin disappointed discontinue biden edge el biased come bf email between benefit being emails end begin before entertainment barely bank back awhile earlier biggest duplicate done disgusting broke break disgusts both doesnt blindly bit billings due billing dont bill double down drain drastically drive youre loyal goes rotating saving scales scaling see seen sense series servicio set settled several shady share short should shouldn sick sight signaling significant since situation someone son soon sorry span save risen gonna rise president problem pushed putting quickly raises rather reactivate reality reason recently recession rectifying redo reducing rejoin remarried rent repurposing reside residence restart restrict resubscribe retiring return ripped spend spouse spouses start unneeded until upcoming upping us using vaccine value virtue wait waiting wanted warrant week weeks well went were what where why won work would wouldn years youll unnecessary unfair unemployed temporary states stay stealing stepdad stopped stopping stranger sub subscribers taking taste temporarily thats understand things throughout tightening tipped today told tooo town tried two unable under preemptively power por market issue issues jacking join joint justify kept kids laid layoff learning leave less let limit limited little live living ll location locations looking losing luck makes making intolerable interested instead hike grandkids greed hacking had half hard hardly havent having he help her hiking inflation history holder horrible hosehold house households huge hungry husband idea im increments manservices
Topic 2 | Coherence=-271830.24 | Top words= to and the will be price my you back in need subscription money is this we have different for of increases it use where many that with just more greed too good can time other want on dont am two as why subscriptions me access don cancel checking luck increments your again months fact canceling not now pay once live upcoming got fee month cut come change moved saving almost are raised another locations anticonsumer ridiculous new only break married shady tried save bye ill charge if offer sharing email like consider taking used since paying but deal start few due at budget give forever makes reactivate problem customer kids issue never continuous rectifying country re payment trying take ll before going prices get afford service try much anymore end services first getting also one membership losing what expenses mom moving job move tight location by using last places some loose do restrict won unfair city husband intolerable when own from see business currency memberships return able addtional things care us youll addresses both current changed fuel even entertainment high having there rise elsewhere bit off divorce laid after costs less increased platform rejoin cant spend passed increase significant billing go constantly policy changes horrible per rising rent opened wife already againlater tightening later second stop gas house dad her same short let away awhile broke has hard financially payday next didnt consolidating accounts justify agree combining needed double duplicate mistake emails feet poland loyal settled recently weeks discontinue amercian wait several repurposing owner piracy aparently than apps ontario might may restart out monetary retiring biggest must week cancelling gf right summer under temporarily possible joint these interested redo yet being soon deteriorated instead aunt amount prefer join seen throughout increasing warrant isnt merge layoff caused living flat adding years opening platforms quality households switching long benefits left date cost direction declined doesnt days think death decisions their delivering they disgusts disgusting activities acct day disappointed differences thing through daughter damn adicional told today courtesy year covid yearly additional credit creep tired tipped currently addition times customers added cutting done thats thank thanks far expected support expensive extortion extra face about fair family fan fault tooo success feel fees subscribers subscriber fiance finally financial sub stupid everything every euro especially down drain drastically account drive acceptance terrible each earlier easily edge el eliminating else temporary absurd taste talk enough entertaining system yall continue continues any who bill annually billings bills wants blindly wanted willing an boyfriend waiting amounts vs without wont buggin work virtue value vaccine while biden uses whats well aren automatically were way bank barely waste became because becoming been was begin anyways benefit better between bf biannually biased ut users went choice understand climb climbing college combine would unable coming company compared competitive wouldn compromised ya connected twice tracking constant town continously continually choose unemployed workable worth upward allowed cannot upping card up cared caring allow all alarming cell until unneeded unnecessary changing unfortunately charged charges charging fix cheaper por fixed recession residence reside moment replace monthly renewing remarried reflect reducing reduce multiple recent respect reason really newest news reality nice no non nonesence nonsense rather mind members limiting loyalty run rules rule rotating lol longer looking risen ripped lost lower made member make retired making manservices resume market resubscribe maybe restriction means medical nothing notified rates pick profits past profit profiles pricing president people prescription person personal phone preemptively rate play playing please pleased pls point power policies political politically pop parents parent pagos owning raising raises offered offset often ok raise quickly oneday putting put opportunity option options or original pushed others our outside over overpriced provider little limited focused happy grandkids great spending greedy guys hacked hackednot hacking had half hand span gotten hardly sorry havent son he health help something someone higher hike gouging spouse limit garbage food stranger forcing stopping forth free frequent stopped stepdad future games stealing spouses stay states popular girl starting given


x = n_range
y_coherence = coherence
fig, ax1 = plt.subplots(figsize=(15, 5))
ax1.plot(x, y_coherence, c='r')
ax1.set_xticks(x)
ax1.set_xlabel("Num Topics")
ax1.set_ylabel("Coherence score", color='r')
plt.show()


num_topics = 10


# create btm
btm = oBTM(num_topics=num_topics, V=vocab)


print("\n\n Train Online BTM ..")
for i in range(0, len(biterms), 100): # prozess chunk of 200 texts
    biterms_chunk = biterms[i:i + 100]
    btm.fit(biterms_chunk, iterations=100)
topics = btm.transform(biterms)


 Train Online BTM ..

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pyLDAvis.enable_notebook()
vis = pyLDAvis.prepare(btm.phi_wz.T, topics, np.count_nonzero(X, axis=1), vocab, np.sum(X, axis=0), mds='mmds')
# pyLDAvis.save_html(vis, './vis/online_btm.html')
vis


topic_mapping = {
    1: 'Generally Disappointed',
    2: 'Constant price rise',
    3: 'Household change',
    4: 'Price increases',
    5: 'Reducing expenses',
    6: 'Family share not allowed',
    7: 'Not worth the price',
    8: 'Moving',
    9: 'Too expensive',
    10: 'Be back'
}


df_lda = df[df['keep']==True]
dominant_topics = []
for i in range(len(texts)):
    dominant_topics.append(topics[i].argmax() + 1)
df_lda['dominant_topic'] = dominant_topics
df_lda


df_lda['dominant_topic'] = df_lda['dominant_topic'].map(topic_mapping)
df_lda


plt.figure(figsize=(15, 5))
plot_df = df_lda['dominant_topic'].value_counts(normalize=True).mul(100).rename('percent').reset_index()
sns.barplot(data=plot_df,  x='index', y='percent')
plt.title('LDA Analyis - Topics')
plt.xticks(rotation = 45)
plt.show()


topic_selection = 'Moving'

plot_df = df_lda[df_lda['dominant_topic']==topic_selection]
inputs = plot_df['response'].tolist()
with warnings.catch_warnings():
    warnings.filterwarnings("ignore")
    from imp import reload
warnings.filterwarnings('ignore')
_wordclouds(inputs, max_words=200)

	question	respondent_id	response	theme	keep
0	Why are you cancelling?	1779533	seen what I like already	NaN	True
1	Why are you cancelling?	1779397	You keep canceling really good, popular series!	NaN	True
2	Why are you cancelling?	1779811	Getting through cell provider	NaN	True
3	Why are you cancelling?	1779968	Budget cuts	Reducing expenses / financial constraints	False
4	Why are you cancelling?	1779967	Cannot have multiple users	Object to sharing restrictions	True
...	...	...	...	...	...
658	Why are you cancelling?	1779372	Your pricing is terrible. You keep increasing ...	Constant price rise / increase	True
659	Why are you cancelling?	1779371	Your profits are up and you're raising my pr...	Constant price rise / increase	True
660	Why are you cancelling?	1779370	Your rates are higher than others who do the s...	Prefer competition	True
661	Why are you cancelling?	1779370	Your rates are higher than others who do the s...	Too expensive	True
662	Why are you cancelling?	1779369	Your stupid price hike again	Constant price rise / increase	True

	question	respondent_id	response	theme	keep
15	Why are you cancelling?	1779957	I need to change country of billing	Moving / changing locations	True
25	Why are you cancelling?	1779948	moving in with my bf. He has an subscription a...	Moving / changing locations	True
32	Why are you cancelling?	1779942	Prices keep going upward it is now too much ex...	Constant price rise / increase	True
40	Why are you cancelling?	1779935	To expensive compared to others so switching	Too expensive	True
61	Why are you cancelling?	1779915	Because I can�t share with my grandkids out of...	Object to sharing restrictions	True
...	...	...	...	...	...
640	Why are you cancelling?	1779387	You raised your price almost 50%. I also don�t...	Constant price rise / increase	True
649	Why are you cancelling?	1779379	Your company has far too many price increases....	Constant price rise / increase	True
657	Why are you cancelling?	1779372	Your pricing is terrible. You keep increasing ...	Corporate greed / taking advantage of customers	True
658	Why are you cancelling?	1779372	Your pricing is terrible. You keep increasing ...	Constant price rise / increase	True
661	Why are you cancelling?	1779370	Your rates are higher than others who do the s...	Too expensive	True

	question	respondent_id	response	theme	keep	dominant_topic
0	Why are you cancelling?	1779533	seen what I like already	NaN	True	2
1	Why are you cancelling?	1779397	You keep canceling really good, popular series!	NaN	True	5
2	Why are you cancelling?	1779811	Getting through cell provider	NaN	True	7
4	Why are you cancelling?	1779967	Cannot have multiple users	Object to sharing restrictions	True	1
5	Why are you cancelling?	1779966	cost has risen too much too quickly	Constant price rise / increase	True	8
...	...	...	...	...	...	...
658	Why are you cancelling?	1779372	Your pricing is terrible. You keep increasing ...	Constant price rise / increase	True	5
659	Why are you cancelling?	1779371	Your profits are up and you're raising my pr...	Constant price rise / increase	True	1
660	Why are you cancelling?	1779370	Your rates are higher than others who do the s...	Prefer competition	True	7
661	Why are you cancelling?	1779370	Your rates are higher than others who do the s...	Too expensive	True	7
662	Why are you cancelling?	1779369	Your stupid price hike again	Constant price rise / increase	True	7

	question	respondent_id	response	theme	keep	dominant_topic
0	Why are you cancelling?	1779533	seen what I like already	NaN	True	Constant price rise
1	Why are you cancelling?	1779397	You keep canceling really good, popular series!	NaN	True	Reducing expenses
2	Why are you cancelling?	1779811	Getting through cell provider	NaN	True	Not worth the price
4	Why are you cancelling?	1779967	Cannot have multiple users	Object to sharing restrictions	True	Generally Disappointed
5	Why are you cancelling?	1779966	cost has risen too much too quickly	Constant price rise / increase	True	Moving
...	...	...	...	...	...	...
658	Why are you cancelling?	1779372	Your pricing is terrible. You keep increasing ...	Constant price rise / increase	True	Reducing expenses
659	Why are you cancelling?	1779371	Your profits are up and you're raising my pr...	Constant price rise / increase	True	Generally Disappointed
660	Why are you cancelling?	1779370	Your rates are higher than others who do the s...	Prefer competition	True	Not worth the price
661	Why are you cancelling?	1779370	Your rates are higher than others who do the s...	Too expensive	True	Not worth the price
662	Why are you cancelling?	1779369	Your stupid price hike again	Constant price rise / increase	True	Not worth the price

ML Skill Exercise - Alberto Marengo¶

Part 1¶

Wordcloud¶

Biterm Topic Model (for short text)¶

Part 2¶

Further discussions¶